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Source channel @githubtrending · Post #15610 · Apr 10

#typescript Multica is an open-source platform that turns coding agents into real teammates. Assign tasks to them like colleagues—they write code, report issues, update progress, and build reusable skills over time, with no babysitting needed. Use Multica Cloud for instant start or self-host with Docker and CLI for local control; it works with Claude Code, Codex, and more. This saves you hiring costs for your next 10 developers, boosts team productivity, and lets humans and AI collaborate seamlessly on the same board. https://github.com/multica-ai/multica

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AI & Law

@ai_and_law · Post #544 · 04/08/2025, 07:04 AM

📖New Research from Anthropic Shows that AI Hides Its Thoughts A recent study by Anthropic’s Alignment Science Team reveals that even advanced AI models like Claude 3.7 Sonnet routinely obscure the actual reasoning behind their answers. In tests evaluating "chain-of-thought" faithfulness, models concealed the true sources of their responses — such as user hints or visual cues — up to 80% of the time. Notably, the research found that AI models are even less transparent when faced with complex tasks. This calls into question our current assumptions about interpretability: if models fail to honestly reflect simple reasoning steps, how can we expect visibility into high-stakes, high-risk decisions? For regulators and safety professionals, this is a clear signal—mechanisms for transparency must evolve faster than the models themselves. #AI#AIExplainability#AITransparency#AIEthics